Check out the results at: https://www.youtube.com/watch?v=Iaq6mqo0r-E
I would like to give a BIG thank you to Dr. Liu and his team for their research: https://arxiv.org/pdf/1804.07723.pdf.
Also, here is a cool TensorFlow implementation: https://github.com/SeitaroShinagawa/chainer-partial_convolution_image_inpainting